{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "3. GraphSAGE.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMgeHRRWhICJueVmYyxb8zc",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mlabonne/Graph-Neural-Network-Course/blob/main/3_GraphSAGE.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# GraphSAGE\n",
        "> Chapter 3 of the [Graph Neural Network Course](https://github.com/mlabonne/Graph-Neural-Network-Course)\n",
        "\n",
        "❤️ Created by [@maximelabonne](https://twitter.com/maximelabonne).\n",
        "\n",
        "Companion notebook to execute the code from the following article: https://mlabonne.github.io/blog/graphsage/"
      ],
      "metadata": {
        "id": "pZTV5mrR_3bP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# We assume that PyTorch is already installed\n",
        "import torch\n",
        "torchversion = torch.__version__\n",
        "\n",
        "# Install PyTorch Scatter, PyTorch Sparse, and PyTorch Geometric\n",
        "!pip install -q torch-scatter -f https://data.pyg.org/whl/torch-{torchversion}.html\n",
        "!pip install -q torch-sparse -f https://data.pyg.org/whl/torch-{torchversion}.html\n",
        "!pip install -q git+https://github.com/pyg-team/pytorch_geometric.git\n",
        "\n",
        "# Visualization\n",
        "import networkx as nx\n",
        "import matplotlib.pyplot as plt"
      ],
      "metadata": {
        "id": "xTBd40VvZIq_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c3a7bf30-adaf-4565-e7f3-da6d738084a7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[K     |████████████████████████████████| 7.9 MB 2.3 MB/s \n",
            "\u001b[K     |████████████████████████████████| 3.5 MB 233 kB/s \n",
            "\u001b[?25h  Building wheel for torch-geometric (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Dataset"
      ],
      "metadata": {
        "id": "QWQGvb1w-IJP"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JAizmdpq5hUM",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3b247925-22d6-47e2-d46d-2ae51d72489a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.pubmed.x\n",
            "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.pubmed.tx\n",
            "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.pubmed.allx\n",
            "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.pubmed.y\n",
            "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.pubmed.ty\n",
            "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.pubmed.ally\n",
            "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.pubmed.graph\n",
            "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.pubmed.test.index\n",
            "Processing...\n",
            "Done!\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset: Pubmed()\n",
            "-------------------\n",
            "Number of graphs: 1\n",
            "Number of nodes: 19717\n",
            "Number of features: 500\n",
            "Number of classes: 3\n",
            "\n",
            "Graph:\n",
            "------\n",
            "Training nodes: 60\n",
            "Evaluation nodes: 500\n",
            "Test nodes: 1000\n",
            "Edges are directed: False\n",
            "Graph has isolated nodes: False\n",
            "Graph has loops: False\n"
          ]
        }
      ],
      "source": [
        "import torch\n",
        "from torch_geometric.datasets import Planetoid\n",
        "\n",
        "dataset = Planetoid(root='.', name=\"Pubmed\")\n",
        "data = dataset[0]\n",
        "\n",
        "# Print information about the dataset\n",
        "print(f'Dataset: {dataset}')\n",
        "print('-------------------')\n",
        "print(f'Number of graphs: {len(dataset)}')\n",
        "print(f'Number of nodes: {data.x.shape[0]}')\n",
        "print(f'Number of features: {dataset.num_features}')\n",
        "print(f'Number of classes: {dataset.num_classes}')\n",
        "\n",
        "# Print information about the graph\n",
        "print(f'\\nGraph:')\n",
        "print('------')\n",
        "print(f'Training nodes: {sum(data.train_mask).item()}')\n",
        "print(f'Evaluation nodes: {sum(data.val_mask).item()}')\n",
        "print(f'Test nodes: {sum(data.test_mask).item()}')\n",
        "print(f'Edges are directed: {data.is_directed()}')\n",
        "print(f'Graph has isolated nodes: {data.has_isolated_nodes()}')\n",
        "print(f'Graph has loops: {data.has_self_loops()}')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Mini-batching"
      ],
      "metadata": {
        "id": "5rLIJs1t-Ki6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from torch_geometric.loader import NeighborLoader\n",
        "from torch_geometric.utils import to_networkx\n",
        "\n",
        "# Create batches with neighbor sampling\n",
        "train_loader = NeighborLoader(\n",
        "    data,\n",
        "    num_neighbors=[5, 10],\n",
        "    batch_size=16,\n",
        "    input_nodes=data.train_mask,\n",
        ")\n",
        "\n",
        "# Print each subgraph\n",
        "for i, subgraph in enumerate(train_loader):\n",
        "    print(f'Subgraph {i}: {subgraph}')\n",
        "\n",
        "# Plot each subgraph\n",
        "fig = plt.figure(figsize=(16,16))\n",
        "for idx, (subdata, pos) in enumerate(zip(train_loader, ['221', '222', '223', '224'])):\n",
        "    G = to_networkx(subdata, to_undirected=True)\n",
        "    ax = fig.add_subplot(pos)\n",
        "    ax.set_title(f'Subgraph {idx}')\n",
        "    plt.axis('off')\n",
        "    nx.draw_networkx(G,\n",
        "                    pos=nx.spring_layout(G, seed=0),\n",
        "                    with_labels=True,\n",
        "                    node_size=200,\n",
        "                    node_color=subdata.y,\n",
        "                    cmap=\"cool\",\n",
        "                    font_size=10\n",
        "                    )\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 990
        },
        "id": "F4RIGKcd-SEH",
        "outputId": "b6254f15-ac01-475d-daf7-d2d8387a87d8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Subgraph 0: Data(x=[386, 500], edge_index=[2, 442], y=[386], train_mask=[386], val_mask=[386], test_mask=[386], batch_size=16)\n",
            "Subgraph 1: Data(x=[260, 500], edge_index=[2, 311], y=[260], train_mask=[260], val_mask=[260], test_mask=[260], batch_size=16)\n",
            "Subgraph 2: Data(x=[280, 500], edge_index=[2, 316], y=[280], train_mask=[280], val_mask=[280], test_mask=[280], batch_size=16)\n",
            "Subgraph 3: Data(x=[190, 500], edge_index=[2, 228], y=[190], train_mask=[190], val_mask=[190], test_mask=[190], batch_size=12)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1152 with 4 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Plot node degrees"
      ],
      "metadata": {
        "id": "BUImlL14-OKP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from torch_geometric.utils import degree\n",
        "from collections import Counter\n",
        "\n",
        "def plot_degree(data):\n",
        "  # Get list of degrees for each node\n",
        "  degrees = degree(data.edge_index[0]).numpy()\n",
        "\n",
        "  # Count the number of nodes for each degree\n",
        "  numbers = Counter(degrees)\n",
        "\n",
        "  # Bar plot\n",
        "  fig, ax = plt.subplots(figsize=(12, 6))\n",
        "  ax.set_xlabel('Node degree')\n",
        "  ax.set_ylabel('Number of nodes')\n",
        "  plt.bar(numbers.keys(),\n",
        "          numbers.values(),\n",
        "          color='#0A047A')\n",
        "\n",
        "# Plot node degrees from the original graph\n",
        "plot_degree(data)\n",
        "\n",
        "# Plot node degrees from the last subgraph\n",
        "plot_degree(subdata)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 759
        },
        "id": "y4NUouQs66wd",
        "outputId": "fdeba3da-c766-47f3-ee88-c6a43affa0b2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAFzCAYAAAAe3J47AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAauUlEQVR4nO3df7htdV0n8PcnIMdBC42b3UGuFx1yxl/d8ko1FJmVg78wmTIZIyXr6vP4g35M5Y9KzXHsF5n9UlEZsRRlJE2NDIYUx0mFCxICgqnhEwwCpQVSosBn/jjr6OZ6zr373nX22WdfXq/n2c9Z67v23ut97n64vJ91v/u7qrsDAADsm6+bdwAAAFhkCjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMcOC8A4xx6KGH9tatW+cdAwCA/dxFF130D929aaVjC12ot27dmp07d847BgAA+7mq+sxqx0z5AACAERRqAAAYQaEGAIARFGoAABhBoQYAgBEUagAAGEGhBgCAERRqAAAYYWaFuqpOq6obquqyibG3VdUlw+PqqrpkGN9aVf86cew1s8oFAABraZZ3Snxjkj9I8qblge7+seXtqjolyT9PPP9T3b1thnkAAGDNzaxQd/cHqmrrSseqqpI8OcmjZnV+AABYD/OaQ/29Sa7v7r+dGDuiqj5aVedX1feu9sKq2lFVO6tq54033jj7pAAAsBvzKtQnJDljYv+6JFu6+9uT/FySt1TVN6z0wu4+tbu3d/f2TZs2rUNUAABY3SznUK+oqg5McnyShy+PdfetSW4dti+qqk8l+dYkO9c7H/uPgw960bwj7Fdu+fLL5x0BADakeVyh/sEkV3b3NcsDVbWpqg4Ytu+f5Mgkn55DNgAA2CuzXDbvjCQfSvLAqrqmqp4xHHpK7jzdI0mOSXLpsIze25M8q7s/N6tsAACwVma5yscJq4w/fYWxs5KcNassAAAwK+6UCAAAIyjUAAAwgkINAAAjKNQAADCCQg0AACMo1AAAMIJCDQAAIyjUAAAwgkINAAAjKNQAADCCQg0AACMo1AAAMIJCDQAAIyjUAAAwgkINAAAjKNQAADCCQg0AACMo1AAAMIJCDQAAIyjUAAAwgkINAAAjKNQAADCCQg0AACMo1AAAMIJCDQAAIyjUAAAwgkINAAAjKNQAADCCQg0AACMo1AAAMIJCDQAAIyjUAAAwgkINAAAjKNQAADCCQg0AACMo1AAAMMLMCnVVnVZVN1TVZRNjL6mqa6vqkuHx2IljL6iqT1bVVVX1n2eVCwAA1tIsr1C/McmxK4y/sru3DY+zk6SqHpTkKUkePLzmj6rqgBlmAwCANTGzQt3dH0jyuSmf/sQkb+3uW7v775J8MslRs8oGAABrZR5zqJ9TVZcOU0LuNYwdluTvJ55zzTD2NapqR1XtrKqdN95446yzAgDAbq13oX51kgck2ZbkuiSn7O0bdPep3b29u7dv2rRprfMBAMBeWddC3d3Xd/ft3X1Hktflq9M6rk1y+MRT7zuMAQDAhrauhbqqNk/sPinJ8gog70rylKq6W1UdkeTIJBesZzYAANgXB87qjavqjCSPTHJoVV2T5MVJHllV25J0kquTPDNJuvvyqjozyRVJbkvy7O6+fVbZAABgrcysUHf3CSsMv2E3z395kpfPKg8AAMyCOyUCAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACDMr1FV1WlXdUFWXTYz9VlVdWVWXVtU7quqQYXxrVf1rVV0yPF4zq1wAALCWZnmF+o1Jjt1l7NwkD+nuhyX5RJIXTBz7VHdvGx7PmmEuAABYMzMr1N39gSSf22XsnO6+bdj9cJL7zur8AACwHuY5h/onk/zFxP4RVfXRqjq/qr53XqEAAGBvHDiPk1bVi5LcluTNw9B1SbZ09z9W1cOTvLOqHtzdN63w2h1JdiTJli1b1isyAACsaN2vUFfV05M8PslTu7uTpLtv7e5/HLYvSvKpJN+60uu7+9Tu3t7d2zdt2rROqQEAYGXrWqir6tgkv5jkuO7+l4nxTVV1wLB9/yRHJvn0emYDAIB9MbMpH1V1RpJHJjm0qq5J8uIsrepxtyTnVlWSfHhY0eOYJL9WVV9OckeSZ3X351Z8YwAA2EBmVqi7+4QVht+wynPPSnLWrLIAAMCsuFMiAACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMsMdCXVUPqKq7DduPrKrnVdUhs48GAAAb3zRXqM9KcntV/fskpyY5PMlbZpoKAAAWxDSF+o7uvi3Jk5L8fnf/QpLNs40FAACLYZpC/eWqOiHJ05K8Zxg7aHaRAABgcUxTqE9K8t1JXt7df1dVRyT549nGAgCAxXDgnp7Q3VdU1S8l2TLs/12S35h1MAAAWATTrPLxhCSXJHnvsL+tqt4162AAALAIppny8ZIkRyX5pyTp7kuS3H+GmQAAYGFM9aXE7v7nXcbumEUYAABYNHucQ53k8qr6r0kOqKojkzwvyV/PNhYAACyGaa5QPzfJg5PcmuSMJDcl+ZlZhgIAgEUxzSof/5LkRcMDAACYsGqhrqp3J+nVjnf3cTNJBAAAC2R3V6h/e/h5fJJvSfInw/4JSa6fZSgAAFgUqxbq7j4/SarqlO7ePnHo3VW1c+bJAABgAUzzpcSDq+or604Ptx4/eHaRAABgcUyzbN7PJnl/VX06SSW5X5IdM00FAAALYppVPt47rD/9H4ahK7v71tnGAgCAxbDHQl1VByV5ZpJjhqH3V9Vru/vLM00GAAALYJopH69OclCSPxr2TxzGfmpWoQAAYFFMU6gf0d3fNrH/V1X1N7MKBAAAi2SaVT5ur6oHLO8MK37cPrtIAACwOKa5Qv0LSd63yyofJ800FQAALIhpVvk4b1jl44HD0FXTrvJRVacleXySG7r7IcPYvZO8LcnWJFcneXJ3f76qKsmrkjw2yb8keXp3X7x3vw4AAKyvaaZ8JMnDkzwkybYkP1ZVPzHl696Y5Nhdxp6f5LzuPjLJecN+kjwmyZHDY0eWvvgIAAAb2jTL5v1xkgckuSRfnTvdSd60p9d29weqausuw09M8shh+/Qk70/yS8P4m7q7k3y4qg6pqs3dfd0efwsAAJiTaeZQb0/yoKHoroX7TJTkzya5z7B9WJK/n3jeNcPYnQp1Ve3IcKfGLVu2rFEkAADYN9NM+bgsybfM4uRDSd+rot7dp3b39u7evmnTplnEAgCAqU1zhfrQJFdU1QVJvvJlxO4+bh/Pef3yVI6q2pzkhmH82iSHTzzvvsMYAABsWNMU6pes8TnfleRpSX59+PlnE+PPqaq3JvnOJP9s/jQAABvdNMvmnb+vb15VZ2TpC4iHVtU1SV6cpSJ9ZlU9I8lnkjx5ePrZWVoy75NZWjbPWtcAAGx401yh3mfdfcIqh35ghed2kmfPMg8AAKy1adehBgAAVrBqoa6q84afv7F+cQAAYLHsbsrH5qr6T0mOG74oWJMH3RYcAAB2X6h/NcmvZGn5ut/Z5VgnedSsQgEAwKJYtVB399uTvL2qfqW7X7aOmQAAYGFMs2zey6rquCTHDEPv7+73zDYWAAAshj2u8lFVr0hycpIrhsfJVfU/Zh0MAAAWwTTrUD8uybbuviNJqur0JB9N8sJZBgMAgEUw7TrUh0xsf+MsggAAwCKa5gr1K5J8tKrel6Wl845J8vyZpgIAgAUxzZcSz6iq9yd5xDD0S9392ZmmAgCABTHNFep093VJ3jXjLAAAsHCmnUMNAACsQKEGAIARdluoq+qAqrpyvcIAAMCi2W2h7u7bk1xVVVvWKQ8AACyUab6UeK8kl1fVBUluWR7s7uNmlgoAABbENIX6V2aeAgAAFtQ061CfX1X3S3Jkd//vqvq3SQ6YfTQAANj49rjKR1X9dJK3J3ntMHRYknfOMhQAACyKaZbNe3aSo5PclCTd/bdJvnmWoQAAYFFMU6hv7e4vLe9U1YFJenaRAABgcUxTqM+vqhcmuXtV/VCS/5Xk3bONBQAAi2GaQv38JDcm+ViSZyY5O8kvzzIUAAAsimlW+bijqk5P8pEsTfW4qrtN+QAAgExRqKvqcUlek+RTSSrJEVX1zO7+i1mHAwCAjW6aG7uckuT7u/uTSVJVD0jy50kUagAA7vKmmUN983KZHnw6yc0zygMAAAtl1SvUVXX8sLmzqs5OcmaW5lD/aJIL1yEbAABseLub8vGEie3rk3zfsH1jkrvPLBEAACyQVQt1d5+0nkEAAGARTbPKxxFJnptk6+Tzu/u42cUCAIDFMM0qH+9M8oYs3R3xjtnGAQCAxTJNof5id//ezJMAAMACmqZQv6qqXpzknCS3Lg9298UzSwUAAAtimkL90CQnJnlUvjrlo4f9vVZVD0zytomh+yf51SSHJPnpLK0ikiQv7O6z9+UcAACwXqYp1D+a5P7d/aW1OGF3X5VkW5JU1QFJrk3yjiQnJXlld//2WpwHAADWwzR3SrwsS1ePZ+EHknyquz8zo/cHAICZmuYK9SFJrqyqC3PnOdRrsWzeU5KcMbH/nKr6iSQ7k/x8d39+Dc4BAAAzM02hfvEsTlxVX5/kuCQvGIZeneRlWZqf/bIkpyT5yRVetyPJjiTZsmXLLKIBAMDU9liou/v8GZ37MUku7u7rh/Ncv3ygql6X5D2r5Dk1yalJsn379p5RNgAAmMoe51BX1c1VddPw+GJV3V5VN63BuU/IxHSPqto8cexJWZq7DQAAG9o0V6jvubxdVZXkiUm+a8xJq+rgJD+U5JkTw79ZVduyNOXj6l2OAQDAhjTNHOqv6O5O8s7hRi/P39eTdvctSb5pl7ET9/X9AABgXvZYqKvq+Indr0uyPckXZ5YIAAAWyDRXqJ8wsX1blqZjPHEmaQAAYMFMM4f6pPUIAgAAi2jVQl1Vv7qb13V3v2wGeQAAYKHs7gr1LSuMHZzkGVn6QqFCDQDAXd6qhbq7T1nerqp7Jjk5yUlJ3pqluxgCAMBd3m7nUFfVvZP8XJKnJjk9yXd09+fXIxgAACyC3c2h/q0kx2fpNt8P7e4vrFsqAABYELu79fjPJ/l3SX45yf+buP34zWt063EAAFh4u5tDvbuyDQAAZPdXqAEAgD1QqAEAYASFGgAARlCoAQBgBIUaAABGUKgBAGAEhRoAAEZQqAEAYASFGgAARlCoAQBgBIUaAABGUKgBAGAEhRoAAEZQqAEAYASFGgAARlCoAQBgBIUaAABGUKgBAGAEhRoAAEZQqAEAYASFGgAARlCoAQBgBIUaAABGUKgBAGAEhRoAAEZQqAEAYIQD53Xiqro6yc1Jbk9yW3dvr6p7J3lbkq1Jrk7y5O7+/LwyAgDAnsz7CvX3d/e27t4+7D8/yXndfWSS84Z9AADYsOZdqHf1xCSnD9unJ/nhOWYBAIA9mmeh7iTnVNVFVbVjGLtPd183bH82yX3mEw0AAKYztznUSb6nu6+tqm9Ocm5VXTl5sLu7qnrXFw3le0eSbNmyZX2SAgDAKuZ2hbq7rx1+3pDkHUmOSnJ9VW1OkuHnDSu87tTu3t7d2zdt2rSekQEA4GvMpVBX1cFVdc/l7SSPTnJZkncledrwtKcl+bN55AMAgGnNa8rHfZK8o6qWM7ylu99bVRcmObOqnpHkM0mePKd8AAAwlbkU6u7+dJJvW2H8H5P8wPonAgCAfbPRls0DAICFolADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAICjUAAIygUAMAwAgKNQAAjKBQAwDACOteqKvq8Kp6X1VdUVWXV9XJw/hLquraqrpkeDx2vbMBAMDeOnAO57wtyc9398VVdc8kF1XVucOxV3b3b88hEwAA7JN1L9TdfV2S64btm6vq40kOW+8cAACwFuY6h7qqtib59iQfGYaeU1WXVtVpVXWvVV6zo6p2VtXOG2+8cZ2SAgDAyuZWqKvqHknOSvIz3X1TklcneUCSbVm6gn3KSq/r7lO7e3t3b9+0adO65QUAgJXMpVBX1UFZKtNv7u4/TZLuvr67b+/uO5K8LslR88gGAAB7Yx6rfFSSNyT5eHf/zsT45omnPSnJZeudDQAA9tY8Vvk4OsmJST5WVZcMYy9MckJVbUvSSa5O8sw5ZAMAgL0yj1U+PpikVjh09npnAQCAsdwpEQAARlCoAQBgBIUaAABGUKgBAGAEhRoAAEZQqAEAYASFGgAARpjHjV0AkiQHH/SieUfYr9zy5ZfPOwLAXZIr1AAAMIJCDQAAIyjUAAAwgkINAAAjKNQAADCCQg0AACMo1AAAMIJCDQAAIyjUAAAwgkINAAAjKNQAADCCQg0AACMo1AAAMIJCDQAAIyjUAAAwgkINAAAjKNQAADCCQg0AACMo1AAAMIJCDQAAIyjUAAAwgkINAAAjKNQAADCCQg0AACMo1AAAMMKB8w6wqA4+6EXzjrBfueXLL593BGAF/q5bW/6ug/2TK9QAADDChrtCXVXHJnlVkgOSvL67f33OkQAA9pl/6Vk7G/VfeTbUFeqqOiDJHyZ5TJIHJTmhqh4031QAALC6DVWokxyV5JPd/enu/lKStyZ54pwzAQDAqjZaoT4syd9P7F8zjAEAwIZU3T3vDF9RVT+S5Nju/qlh/8Qk39ndz5l4zo4kO4bdBya5at2DLpZDk/zDvEOwWz6jjc9ntPH5jDY+n9HG5zPavft196aVDmy0LyVem+Twif37DmNf0d2nJjl1PUMtsqra2d3b552D1fmMNj6f0cbnM9r4fEYbn89o3220KR8XJjmyqo6oqq9P8pQk75pzJgAAWNWGukLd3bdV1XOS/GWWls07rbsvn3MsAABY1YYq1EnS3WcnOXveOfYjpsdsfD6jjc9ntPH5jDY+n9HG5zPaRxvqS4kAALBoNtocagAAWCgK9X6qqo6tqquq6pNV9fx55+FrVdVpVXVDVV027yx8rao6vKreV1VXVNXlVXXyvDNxZ1X1b6rqgqr6m+Ezeum8M7Gyqjqgqj5aVe+Zdxa+VlVdXVUfq6pLqmrnvPMsIlM+9kPDLdw/keSHsnRznAuTnNDdV8w1GHdSVcck+UKSN3X3Q+adhzurqs1JNnf3xVV1zyQXJflh/x1tHFVVSQ7u7i9U1UFJPpjk5O7+8JyjsYuq+rkk25N8Q3c/ft55uLOqujrJ9u62BvU+coV6/+QW7guguz+Q5HPzzsHKuvu67r542L45ycfjzq0bSi/5wrB70PBwlWiDqar7JnlcktfPOwvMikK9f3ILd1hDVbU1ybcn+ch8k7CrYSrBJUluSHJud/uMNp7fTfKLSe6YdxBW1UnOqaqLhjtSs5cUaoDdqKp7JDkryc90903zzsOddfft3b0tS3fWPaqqTJ/aQKrq8Ulu6O6L5p2F3fqe7v6OJI9J8uxhSiJ7QaHeP+3xFu7Ang3zcs9K8ubu/tN552F13f1PSd6X5Nh5Z+FOjk5y3DBH961JHlVVfzLfSOyqu68dft6Q5B1ZmjrKXlCo909u4Q4jDV94e0OSj3f378w7D1+rqjZV1SHD9t2z9EXsK+ebiknd/YLuvm93b83S/4v+qrt/fM6xmFBVBw9fvE5VHZzk0UmsPrWXFOr9UHfflmT5Fu4fT3KmW7hvPFV1RpIPJXlgVV1TVc+Ydybu5OgkJ2bpitolw+Ox8w7FnWxO8r6qujRLFxLO7W7LssHeuU+SD1bV3yS5IMmfd/d755xp4Vg2DwAARnCFGgAARlCoAQBgBIUaAABGUKgBAGAEhRoAAEZQqAHmoKq6qk6Z2P9vVfWSvXyPL4w4/9Or6g/29fUAfJVCDTAftyY5vqoOnXeQMWqJ/5cAd2n+EgSYj9uSnJrkZ3c9UFVbq+qvqurSqjqvqrYM40dU1Yeq6mNV9d93ec0vVNWFw2teutIJq+qkqvpEVV2QpRvXLI9vqqqzhtdfWFVHT4yfW1WXV9Xrq+ozVXXokO+qqnpTlu6odvhq56+qH6+qC4Yb47y2qg5Ygz87gA1FoQaYnz9M8tSq+sZdxn8/yend/bAkb07ye8P4q5K8ursfmuS65SdX1aOTHJnkqCTbkjy8qo6ZfMOq2pzkpVkq0t+T5EETh1+V5JXd/Ygk/yXJ64fxF2fpVtEPTvL2JFsmXnNkkj8ajj1wpfNX1X9M8mNJju7ubUluT/LUvfjzAVgIB847AMBdVXffNFzlfV6Sf5049N1Jjh+2/zjJbw7bR2ep8C6P/8aw/ejh8dFh/x5ZKrgfmHjP70zy/u6+MUmq6m1JvnU49oNJHlRVy8/9hqq6R5aK95OGrO+tqs9PvN9nuvvDezj/w5I8PMmFw3vfPckNu/1DAVhACjXAfP1ukouT/M8pn98rjFWSV3T3a/cxw9cl+a7u/uKd3vSrBXslt+zp/FX13CxdaX/BPuYCWAimfADMUXd/LsmZSZ4xMfzXSZ4ybD81yf8Ztv/vLuPL/jLJTw5XlVNVh1XVN+9yqo8k+b6q+qaqOijJj04cOyfJc5d3qmrbxPmePIw9Osm9Vvk1Vjv/eUl+ZDlLVd27qu63ynsALCyFGmD+TkkyudrHc5OcVFWXJjkxycnD+MlJnl1VH0ty2PKTu/ucJG9J8qHh2NuT3HPyBN19XZKXJPlQloryxycOPy/J9uELhVckedYw/tIkj66qy7JUwD+b5OZdw692/u6+IskvJzln+F3OTbJ5L/5cABZCda/0r4cA3NVV1d2S3N7dt1XVd2fpC5Hb9vQ6gLsac6gBWM2WJGcO60x/KclPzzkPwIbkCjUAAIxgDjUAAIygUAMAwAgKNQAAjKBQAwDACAo1AACMoFADAMAI/x/JvfnF1iGYoAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Implement GraphSage vs. GAT vs. GCN"
      ],
      "metadata": {
        "id": "juGoEMpQ-SMC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import torch.nn.functional as F\n",
        "from torch.nn import Linear, Dropout\n",
        "from torch_geometric.nn import SAGEConv, GATv2Conv, GCNConv\n",
        "\n",
        "\n",
        "class GraphSAGE(torch.nn.Module):\n",
        "  \"\"\"GraphSAGE\"\"\"\n",
        "  def __init__(self, dim_in, dim_h, dim_out):\n",
        "    super().__init__()\n",
        "    self.sage1 = SAGEConv(dim_in, dim_h)\n",
        "    self.sage2 = SAGEConv(dim_h, dim_out)\n",
        "    self.optimizer = torch.optim.Adam(self.parameters(),\n",
        "                                      lr=0.01,\n",
        "                                      weight_decay=5e-4)\n",
        "\n",
        "  def forward(self, x, edge_index):\n",
        "    h = self.sage1(x, edge_index)\n",
        "    h = torch.relu(h)\n",
        "    h = F.dropout(h, p=0.5, training=self.training)\n",
        "    h = self.sage2(h, edge_index)\n",
        "    return h, F.log_softmax(h, dim=1)\n",
        "\n",
        "  def fit(self, data, epochs):\n",
        "    criterion = torch.nn.CrossEntropyLoss()\n",
        "    optimizer = self.optimizer\n",
        "\n",
        "    self.train()\n",
        "    for epoch in range(epochs+1):\n",
        "      total_loss = 0\n",
        "      acc = 0\n",
        "      val_loss = 0\n",
        "      val_acc = 0\n",
        "\n",
        "      # Train on batches\n",
        "      for batch in train_loader:\n",
        "        optimizer.zero_grad()\n",
        "        _, out = self(batch.x, batch.edge_index)\n",
        "        loss = criterion(out[batch.train_mask], batch.y[batch.train_mask])\n",
        "        total_loss += loss\n",
        "        acc += accuracy(out[batch.train_mask].argmax(dim=1), \n",
        "                        batch.y[batch.train_mask])\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        # Validation\n",
        "        val_loss += criterion(out[batch.val_mask], batch.y[batch.val_mask])\n",
        "        val_acc += accuracy(out[batch.val_mask].argmax(dim=1), \n",
        "                            batch.y[batch.val_mask])\n",
        "\n",
        "      # Print metrics every 10 epochs\n",
        "      if(epoch % 10 == 0):\n",
        "          print(f'Epoch {epoch:>3} | Train Loss: {loss/len(train_loader):.3f} '\n",
        "                f'| Train Acc: {acc/len(train_loader)*100:>6.2f}% | Val Loss: '\n",
        "                f'{val_loss/len(train_loader):.2f} | Val Acc: '\n",
        "                f'{val_acc/len(train_loader)*100:.2f}%')\n",
        "\n",
        "class GAT(torch.nn.Module):\n",
        "  \"\"\"Graph Attention Network\"\"\"\n",
        "  def __init__(self, dim_in, dim_h, dim_out, heads=8):\n",
        "    super().__init__()\n",
        "    self.gat1 = GATv2Conv(dim_in, dim_h, heads=heads)\n",
        "    self.gat2 = GATv2Conv(dim_h*heads, dim_out, heads=heads)\n",
        "    self.optimizer = torch.optim.Adam(self.parameters(),\n",
        "                                      lr=0.005,\n",
        "                                      weight_decay=5e-4)\n",
        "\n",
        "  def forward(self, x, edge_index):\n",
        "    h = F.dropout(x, p=0.6, training=self.training)\n",
        "    h = self.gat1(x, edge_index)\n",
        "    h = F.elu(h)\n",
        "    h = F.dropout(h, p=0.6, training=self.training)\n",
        "    h = self.gat2(h, edge_index)\n",
        "    return h, F.log_softmax(h, dim=1)\n",
        "\n",
        "  def fit(self, data, epochs):\n",
        "    criterion = torch.nn.CrossEntropyLoss()\n",
        "    optimizer = self.optimizer\n",
        "\n",
        "    self.train()\n",
        "    for epoch in range(epochs+1):\n",
        "        # Training\n",
        "        optimizer.zero_grad()\n",
        "        _, out = self(data.x, data.edge_index)\n",
        "        loss = criterion(out[data.train_mask], data.y[data.train_mask])\n",
        "        acc = accuracy(out[data.train_mask].argmax(dim=1),\n",
        "                       data.y[data.train_mask])\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        # Validation\n",
        "        val_loss = criterion(out[data.val_mask], data.y[data.val_mask])\n",
        "        val_acc = accuracy(out[data.val_mask].argmax(dim=1),\n",
        "                           data.y[data.val_mask])\n",
        "\n",
        "        # Print metrics every 10 epochs\n",
        "        if(epoch % 10 == 0):\n",
        "            print(f'Epoch {epoch:>3} | Train Loss: {loss:.3f} | Train Acc:'\n",
        "                  f' {acc*100:>6.2f}% | Val Loss: {val_loss:.2f} | '\n",
        "                  f'Val Acc: {val_acc*100:.2f}%')\n",
        "\n",
        "class GCN(torch.nn.Module):\n",
        "  \"\"\"Graph Convolutional Network\"\"\"\n",
        "  def __init__(self, dim_in, dim_h, dim_out):\n",
        "    super().__init__()\n",
        "    self.gcn1 = GCNConv(dim_in, dim_h)\n",
        "    self.gcn2 = GCNConv(dim_h, dim_out)\n",
        "    self.optimizer = torch.optim.Adam(self.parameters(),\n",
        "                                      lr=0.01,\n",
        "                                      weight_decay=5e-4)\n",
        "\n",
        "  def forward(self, x, edge_index):\n",
        "    h = F.dropout(x, p=0.5, training=self.training)\n",
        "    h = self.gcn1(h, edge_index)\n",
        "    h = torch.relu(h)\n",
        "    h = F.dropout(h, p=0.5, training=self.training)\n",
        "    h = self.gcn2(h, edge_index)\n",
        "    return h, F.log_softmax(h, dim=1)\n",
        "\n",
        "  def fit(self, data, epochs):\n",
        "    criterion = torch.nn.CrossEntropyLoss()\n",
        "    optimizer = self.optimizer\n",
        "\n",
        "    self.train()\n",
        "    for epoch in range(epochs+1):\n",
        "        # Training\n",
        "        optimizer.zero_grad()\n",
        "        _, out = self(data.x, data.edge_index)\n",
        "        loss = criterion(out[data.train_mask], data.y[data.train_mask])\n",
        "        acc = accuracy(out[data.train_mask].argmax(dim=1),\n",
        "                       data.y[data.train_mask])\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        # Validation\n",
        "        val_loss = criterion(out[data.val_mask], data.y[data.val_mask])\n",
        "        val_acc = accuracy(out[data.val_mask].argmax(dim=1),\n",
        "                           data.y[data.val_mask])\n",
        "\n",
        "        # Print metrics every 10 epochs\n",
        "        if(epoch % 10 == 0):\n",
        "            print(f'Epoch {epoch:>3} | Train Loss: {loss:.3f} | Train Acc:'\n",
        "                  f' {acc*100:>6.2f}% | Val Loss: {val_loss:.2f} | '\n",
        "                  f'Val Acc: {val_acc*100:.2f}%')\n",
        "            \n",
        "def accuracy(pred_y, y):\n",
        "    \"\"\"Calculate accuracy.\"\"\"\n",
        "    return ((pred_y == y).sum() / len(y)).item()\n",
        "\n",
        "def test(model, data):\n",
        "    \"\"\"Evaluate the model on test set and print the accuracy score.\"\"\"\n",
        "    model.eval()\n",
        "    _, out = model(data.x, data.edge_index)\n",
        "    acc = accuracy(out.argmax(dim=1)[data.test_mask], data.y[data.test_mask])\n",
        "    return acc"
      ],
      "metadata": {
        "id": "wTR4wQG31Vtk"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Train GraphSAGE"
      ],
      "metadata": {
        "id": "iNaisCjW-XD-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "# Create GraphSAGE\n",
        "graphsage = GraphSAGE(dataset.num_features, 64, dataset.num_classes)\n",
        "print(graphsage)\n",
        "\n",
        "# Train\n",
        "graphsage.fit(data, 200)\n",
        "\n",
        "# Test\n",
        "print(f'\\nGraphSAGE test accuracy: {test(graphsage, data)*100:.2f}%\\n')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iaVj22fThiez",
        "outputId": "d25c735b-3e3c-4392-f6ab-fa6ff18ead98"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GraphSAGE(\n",
            "  (sage1): SAGEConv(500, 64)\n",
            "  (sage2): SAGEConv(64, 3)\n",
            ")\n",
            "Epoch   0 | Train Loss: 0.332 | Train Acc:  30.24% | Val Loss: 1.13 | Val Acc: 18.33%\n",
            "Epoch  10 | Train Loss: 0.020 | Train Acc: 100.00% | Val Loss: 0.63 | Val Acc: 72.50%\n",
            "Epoch  20 | Train Loss: 0.005 | Train Acc: 100.00% | Val Loss: 0.57 | Val Acc: 73.17%\n",
            "Epoch  30 | Train Loss: 0.005 | Train Acc: 100.00% | Val Loss: 0.49 | Val Acc: 79.96%\n",
            "Epoch  40 | Train Loss: 0.002 | Train Acc: 100.00% | Val Loss: 0.63 | Val Acc: 63.33%\n",
            "Epoch  50 | Train Loss: 0.009 | Train Acc: 100.00% | Val Loss: 0.61 | Val Acc: 75.56%\n",
            "Epoch  60 | Train Loss: 0.003 | Train Acc: 100.00% | Val Loss: 0.77 | Val Acc: 71.25%\n",
            "Epoch  70 | Train Loss: 0.003 | Train Acc: 100.00% | Val Loss: 0.50 | Val Acc: 79.79%\n",
            "Epoch  80 | Train Loss: 0.003 | Train Acc: 100.00% | Val Loss: 0.54 | Val Acc: 76.74%\n",
            "Epoch  90 | Train Loss: 0.002 | Train Acc: 100.00% | Val Loss: 0.65 | Val Acc: 76.74%\n",
            "Epoch 100 | Train Loss: 0.002 | Train Acc: 100.00% | Val Loss: 0.49 | Val Acc: 78.87%\n",
            "Epoch 110 | Train Loss: 0.002 | Train Acc: 100.00% | Val Loss: 0.59 | Val Acc: 78.87%\n",
            "Epoch 120 | Train Loss: 0.003 | Train Acc: 100.00% | Val Loss: 0.61 | Val Acc: 73.33%\n",
            "Epoch 130 | Train Loss: 0.002 | Train Acc: 100.00% | Val Loss: 0.74 | Val Acc: 66.67%\n",
            "Epoch 140 | Train Loss: 0.002 | Train Acc: 100.00% | Val Loss: 0.74 | Val Acc: 59.35%\n",
            "Epoch 150 | Train Loss: 0.001 | Train Acc: 100.00% | Val Loss: 0.82 | Val Acc: 65.06%\n",
            "Epoch 160 | Train Loss: 0.002 | Train Acc: 100.00% | Val Loss: 0.73 | Val Acc: 65.00%\n",
            "Epoch 170 | Train Loss: 0.003 | Train Acc: 100.00% | Val Loss: 0.85 | Val Acc: 67.92%\n",
            "Epoch 180 | Train Loss: 0.003 | Train Acc: 100.00% | Val Loss: 0.48 | Val Acc: 81.67%\n",
            "Epoch 190 | Train Loss: 0.000 | Train Acc: 100.00% | Val Loss: 0.50 | Val Acc: 85.83%\n",
            "Epoch 200 | Train Loss: 0.001 | Train Acc: 100.00% | Val Loss: 0.52 | Val Acc: 83.54%\n",
            "\n",
            "GraphSAGE test accuracy: 77.20%\n",
            "\n",
            "CPU times: user 9.17 s, sys: 370 ms, total: 9.54 s\n",
            "Wall time: 12.4 s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Train GCN"
      ],
      "metadata": {
        "id": "SGdr7SPw-Yyl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "\n",
        "# Create GCN\n",
        "gcn = GCN(dataset.num_features, 64, dataset.num_classes)\n",
        "print(gcn)\n",
        "\n",
        "# Train\n",
        "gcn.fit(data, 200)\n",
        "\n",
        "# Test\n",
        "print(f'\\nGCN test accuracy: {test(gcn, data)*100:.2f}%\\n')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jWNWO3JD-lap",
        "outputId": "3c0ba54c-b4a8-4f84-bccb-933624b01856"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GCN(\n",
            "  (gcn1): GCNConv(500, 64)\n",
            "  (gcn2): GCNConv(64, 3)\n",
            ")\n",
            "Epoch   0 | Train Loss: 1.098 | Train Acc:  33.33% | Val Loss: 1.10 | Val Acc: 32.20%\n",
            "Epoch  10 | Train Loss: 0.736 | Train Acc:  91.67% | Val Loss: 0.87 | Val Acc: 74.60%\n",
            "Epoch  20 | Train Loss: 0.400 | Train Acc:  96.67% | Val Loss: 0.67 | Val Acc: 73.80%\n",
            "Epoch  30 | Train Loss: 0.214 | Train Acc:  93.33% | Val Loss: 0.61 | Val Acc: 76.80%\n",
            "Epoch  40 | Train Loss: 0.124 | Train Acc: 100.00% | Val Loss: 0.58 | Val Acc: 75.60%\n",
            "Epoch  50 | Train Loss: 0.092 | Train Acc: 100.00% | Val Loss: 0.62 | Val Acc: 77.20%\n",
            "Epoch  60 | Train Loss: 0.095 | Train Acc: 100.00% | Val Loss: 0.58 | Val Acc: 76.80%\n",
            "Epoch  70 | Train Loss: 0.087 | Train Acc: 100.00% | Val Loss: 0.58 | Val Acc: 77.20%\n",
            "Epoch  80 | Train Loss: 0.085 | Train Acc: 100.00% | Val Loss: 0.63 | Val Acc: 75.60%\n",
            "Epoch  90 | Train Loss: 0.088 | Train Acc:  98.33% | Val Loss: 0.62 | Val Acc: 76.60%\n",
            "Epoch 100 | Train Loss: 0.074 | Train Acc:  98.33% | Val Loss: 0.63 | Val Acc: 75.80%\n",
            "Epoch 110 | Train Loss: 0.085 | Train Acc: 100.00% | Val Loss: 0.62 | Val Acc: 76.60%\n",
            "Epoch 120 | Train Loss: 0.069 | Train Acc: 100.00% | Val Loss: 0.63 | Val Acc: 74.20%\n",
            "Epoch 130 | Train Loss: 0.062 | Train Acc: 100.00% | Val Loss: 0.62 | Val Acc: 76.20%\n",
            "Epoch 140 | Train Loss: 0.043 | Train Acc: 100.00% | Val Loss: 0.61 | Val Acc: 75.20%\n",
            "Epoch 150 | Train Loss: 0.045 | Train Acc: 100.00% | Val Loss: 0.62 | Val Acc: 75.60%\n",
            "Epoch 160 | Train Loss: 0.068 | Train Acc: 100.00% | Val Loss: 0.61 | Val Acc: 76.80%\n",
            "Epoch 170 | Train Loss: 0.070 | Train Acc: 100.00% | Val Loss: 0.60 | Val Acc: 76.80%\n",
            "Epoch 180 | Train Loss: 0.060 | Train Acc: 100.00% | Val Loss: 0.61 | Val Acc: 75.40%\n",
            "Epoch 190 | Train Loss: 0.057 | Train Acc: 100.00% | Val Loss: 0.66 | Val Acc: 75.00%\n",
            "Epoch 200 | Train Loss: 0.052 | Train Acc: 100.00% | Val Loss: 0.65 | Val Acc: 75.20%\n",
            "\n",
            "GCN test accuracy: 78.40%\n",
            "\n",
            "CPU times: user 52.4 s, sys: 606 ms, total: 53 s\n",
            "Wall time: 52.6 s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Train GAT"
      ],
      "metadata": {
        "id": "GxabQbz6-Z6Z"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "# Create GAT\n",
        "gat = GAT(dataset.num_features, 64, dataset.num_classes)\n",
        "print(gat)\n",
        "\n",
        "# Train\n",
        "gat.fit(data, 200)\n",
        "\n",
        "# Test\n",
        "print(f'\\nGAT test accuracy: {test(gat, data)*100:.2f}%\\n')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vvj_zK1jhg-T",
        "outputId": "8ff2e8b9-6f2b-477d-d90a-6ebdbfe33fdf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GAT(\n",
            "  (gat1): GATv2Conv(500, 64, heads=8)\n",
            "  (gat2): GATv2Conv(512, 3, heads=8)\n",
            ")\n",
            "Epoch   0 | Train Loss: 3.174 | Train Acc:   1.67% | Val Loss: 3.18 | Val Acc: 1.00%\n",
            "Epoch  10 | Train Loss: 0.707 | Train Acc:  86.67% | Val Loss: 0.87 | Val Acc: 71.00%\n",
            "Epoch  20 | Train Loss: 0.363 | Train Acc:  93.33% | Val Loss: 0.64 | Val Acc: 77.20%\n",
            "Epoch  30 | Train Loss: 0.178 | Train Acc:  96.67% | Val Loss: 0.58 | Val Acc: 78.40%\n",
            "Epoch  40 | Train Loss: 0.101 | Train Acc: 100.00% | Val Loss: 0.56 | Val Acc: 78.40%\n",
            "Epoch  50 | Train Loss: 0.087 | Train Acc: 100.00% | Val Loss: 0.57 | Val Acc: 77.80%\n",
            "Epoch  60 | Train Loss: 0.072 | Train Acc: 100.00% | Val Loss: 0.57 | Val Acc: 78.40%\n",
            "Epoch  70 | Train Loss: 0.076 | Train Acc: 100.00% | Val Loss: 0.58 | Val Acc: 77.40%\n",
            "Epoch  80 | Train Loss: 0.064 | Train Acc: 100.00% | Val Loss: 0.59 | Val Acc: 76.40%\n",
            "Epoch  90 | Train Loss: 0.058 | Train Acc: 100.00% | Val Loss: 0.58 | Val Acc: 77.20%\n",
            "Epoch 100 | Train Loss: 0.062 | Train Acc: 100.00% | Val Loss: 0.57 | Val Acc: 79.00%\n",
            "Epoch 110 | Train Loss: 0.050 | Train Acc: 100.00% | Val Loss: 0.59 | Val Acc: 77.80%\n",
            "Epoch 120 | Train Loss: 0.044 | Train Acc: 100.00% | Val Loss: 0.60 | Val Acc: 75.40%\n",
            "Epoch 130 | Train Loss: 0.042 | Train Acc: 100.00% | Val Loss: 0.57 | Val Acc: 78.00%\n",
            "Epoch 140 | Train Loss: 0.045 | Train Acc: 100.00% | Val Loss: 0.60 | Val Acc: 78.00%\n",
            "Epoch 150 | Train Loss: 0.038 | Train Acc: 100.00% | Val Loss: 0.60 | Val Acc: 77.20%\n",
            "Epoch 160 | Train Loss: 0.041 | Train Acc: 100.00% | Val Loss: 0.64 | Val Acc: 77.00%\n",
            "Epoch 170 | Train Loss: 0.033 | Train Acc: 100.00% | Val Loss: 0.62 | Val Acc: 76.00%\n",
            "Epoch 180 | Train Loss: 0.031 | Train Acc: 100.00% | Val Loss: 0.62 | Val Acc: 77.60%\n",
            "Epoch 190 | Train Loss: 0.028 | Train Acc: 100.00% | Val Loss: 0.64 | Val Acc: 78.40%\n",
            "Epoch 200 | Train Loss: 0.026 | Train Acc: 100.00% | Val Loss: 0.65 | Val Acc: 76.60%\n",
            "\n",
            "GAT test accuracy: 77.10%\n",
            "\n",
            "CPU times: user 17min 43s, sys: 9.46 s, total: 17min 53s\n",
            "Wall time: 18min 7s\n"
          ]
        }
      ]
    }
  ]
}